diff --git a/frontend/src/components/QueryEditor.external-sql-save.test.tsx b/frontend/src/components/QueryEditor.external-sql-save.test.tsx
index fc5b2b1..8684f30 100644
--- a/frontend/src/components/QueryEditor.external-sql-save.test.tsx
+++ b/frontend/src/components/QueryEditor.external-sql-save.test.tsx
@@ -1408,6 +1408,37 @@ describe('QueryEditor external SQL save', () => {
     );
   });
 
+  it('formats postgres window-function SQL with cast syntax through Monaco edits', async () => {
+    let renderer!: ReactTestRenderer;
+    storeState.connections[0].config.type = 'postgres';
+    storeState.connections[0].config.database = 'main';
+    const pgSql = [
+      'SELECT',
+      `FLOOR(DATE_PART('epoch', "CREATE_TIME" - LAG("END_TIME") OVER (ORDER BY "CREATE_TIME" asc, "ID" desc))*1000)::int as time_diff_seconds,`,
+      '*',
+      `FROM "FAM_RU_BLOCK" WHERE "RU_JOB_ID" = ''`,
+    ].join('\n');
+
+    await act(async () => {
+      renderer = create(<QueryEditor tab={createTab({ query: pgSql, dbName: 'main' })} />);
+    });
+
+    const formatButton = findButton(renderer, '美化');
+    await act(async () => {
+      await formatButton.props.onClick();
+    });
+
+    expect(messageApi.error).not.toHaveBeenCalled();
+    expect(editorState.editor.executeEdits).toHaveBeenCalledWith(
+      'gonavi-format-sql',
+      expect.arrayContaining([
+        expect.objectContaining({
+          text: expect.stringContaining(')::int AS time_diff_seconds'),
+        }),
+      ]),
+    );
+  });
+
   it('shows object info via editor ctrl+q action', async () => {
     editorState.value = 'select users.id from users';
     autoFetchState.visible = true;
diff --git a/frontend/src/components/QueryEditor.tsx b/frontend/src/components/QueryEditor.tsx
index 7bbd090..833e721 100644
--- a/frontend/src/components/QueryEditor.tsx
+++ b/frontend/src/components/QueryEditor.tsx
@@ -1,7 +1,7 @@
 import React, { useState, useEffect, useRef, useMemo, useCallback } from 'react';
 import Editor, { type OnMount } from './MonacoEditor';
 import { message, Modal, Input, Form, MenuProps } from 'antd';
-import { format } from 'sql-formatter';
+import { format, type SqlLanguage } from 'sql-formatter';
 import { v4 as uuidv4 } from 'uuid';
 import { TabData, ColumnDefinition, IndexDefinition } from '../types';
 import { useStore } from '../store';
@@ -468,6 +468,38 @@ const normalizeMetadataDialect = (conn: any): string => {
     return String(dialect || '').toLowerCase();
 };
 
+const resolveQueryEditorFormatterLanguage = (conn: any): SqlLanguage => {
+    const dialect = normalizeMetadataDialect(conn);
+    switch (dialect) {
+        case 'postgres':
+        case 'kingbase':
+        case 'highgo':
+        case 'vastbase':
+        case 'opengauss':
+        case 'gaussdb':
+            return 'postgresql';
+        case 'duckdb':
+            return 'duckdb';
+        case 'sqlite':
+            return 'sqlite';
+        case 'sqlserver':
+            return 'transactsql';
+        case 'oracle':
+        case 'dameng':
+            return 'plsql';
+        case 'clickhouse':
+            return 'clickhouse';
+        case 'mysql':
+        case 'goldendb':
+        case 'sphinx':
+            return 'mysql';
+        case 'mariadb':
+            return 'mariadb';
+        default:
+            return 'sql';
+    }
+};
+
 const buildCompletionTableCommentSQL = (dialect: string, dbName: string): string => {
     const db = String(dbName || '').trim();
     const escapedDb = escapeMetadataSqlLiteral(db);
@@ -3684,7 +3716,8 @@ const QueryEditor: React.FC<{ tab: TabData; isActive?: boolean }> = ({ tab, isAc
 
   const handleFormat = () => {
       try {
-          const formatted = format(getCurrentQuery(), { language: 'mysql', keywordCase: sqlFormatOptions.keywordCase });
+          const formatterLanguage = resolveQueryEditorFormatterLanguage(connections.find(c => c.id === currentConnectionId));
+          const formatted = format(getCurrentQuery(), { language: formatterLanguage, keywordCase: sqlFormatOptions.keywordCase });
           const editor = editorRef.current;
           const monaco = monacoRef.current;
           const model = editor?.getModel?.();